A page that exposes tools, prompts, and resources directly to an AI agent.
This route is the public demo surface. An AI browser or the MCP-B extension can discover what this page offers, read canonical resources, and visibly change the canvas without routing everything through a hidden chatbot backend.
Embedded WebMCP chat is not configured yet.
The page-level WebMCP tools, prompts, and resources still work with an AI browser or the MCP-B extension. To also render an on-page embedded chat client, configure either production agent settings or development mode keys:
NEXT_PUBLIC_WEBMCP_APP_IDandNEXT_PUBLIC_WEBMCP_API_BASEfor the production embedded-agent path- or
NEXT_PUBLIC_WEBMCP_ANTHROPIC_API_KEYfor dev mode chat
Plain Chrome plus the extension is enough for page tool discovery, but an on-page chatbot still needs the embedded-agent runtime configured.
navigator.modelContext, this page still shows the manifest and the canvas, but the page-local WebMCP actions will not activate until you use an AI-capable browser or the MCP-B extension.portfolio_open_recent_blog.I built typwrtr, and my dictation got better(and free)
A new category of voice dictation is emerging: local-first, GPU-accelerated, and actually learns from your edits. typwrtr runs entirely on your machine, improves after every correction, and never sends your audio or text to the cloud.
portfolio_filter_projects.The Era of Context-Aware Prototyping
Stop recreating, start creating.
Sprouts Data Intelligence (MCP)
MCP access to 350M+ contacts and 35M+ accounts on Claude & OpenAI
AI powered Data Intelligence on Agentforce
AI powered Agentforce app on Salesforce enabling access to 350M+ contacts and 35M+ accounts
portfolio_focus_resume_section.Summary
- From 0→1 and 1→n: I build AI products that scale—from first prototype to enterprise revenue. Deep in LLM-powered systems, agent frameworks, vector databases, and workflow automation.
- 12+ years shipping across the full stack: QA → Engineering → Solution Architecture → Product Leadership
portfolio_highlight_achievement.Years of Experience
12+
Records Processed
450M+
ARR Growth
4×
Cost Reduced
50%
portfolio_prepare_contact_form and portfolio_prepare_newsletter_signup. No message is sent and no subscription is created until a human explicitly uses the normal site flow.